The performance of text similarity algorithms

Prasetya, Didik Dwi; Wibawa, Aji Prasetya; Hirashima, Tsukasa

doi:10.26555/ijain.v4i1.152

Cited by 43 publications

(20 citation statements)

References 31 publications

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“…So, every node is a knowledge unit in the network. The citation network was built through Sci2 tool software and then every referenced citation was chosen to identify articles with a 95% similarity through the Jaro-Wikker algorithm and to be able to remove duplicates (Prasetya et al, 2018). Finally, the citation network was updated through merge node.…”

Section: Methodsmentioning

confidence: 99%

Executive Dysfunction in Adolescent with Obesity: A Systematic Review

Landínez-Martínez

Arias-Valencia²,

Tabares³

2022

Psykhe (Santiago)

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Obesity has been linked to low cognitive performance throughout the human life span. Alterations relate to attention, memory, language, and executive function. However, the obesity-executive function association remains unclear in adolescents. This study presents a systematic review of executive function alterations in adolescents with obesity. A search equation was proposed (Executive dysfunction AND Obesity AND Adolescents), with sixty studies meeting the inclusion criteria in the Clarivate Analytics Web of Science Core Collection database. A bibliometric analysis was conducted to identify the importance of the research topic and a citation network was built to establish the lines of research. Finally, the citation network was exported to Gephi to visualize the research groups studying the topic. Findings suggest 4 lines of research: (a) structural and functional brain abnormalities in adolescents with obesity, (b) inhibitory control alterations in adolescents with obesity, (c) effects of physical and cognitive activity on the executive function of adolescents with obesity, and (d) working memory alterations in adolescents with obesity. Obese adolescents were found to prefer immediate rewards to long-term ones. Nevertheless, effective interventions increase the intake of fruit and vegetables and reduce that of calorie-dense food. The authors recommend additional longitudinal studies to assess whether executive function alterations are either a cause or a consequence of adolescent obesity.

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Section: Methodsmentioning

confidence: 99%

Executive Dysfunction in Adolescent with Obesity: A Systematic Review

Landínez-Martínez

Arias-Valencia²,

Tabares³

2022

Psykhe (Santiago)

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“…Character-based menggunakan algoritma Smith Waterman, N-gram, Damerau-Lavenshtein, Jaro-Winkler, Longgest Common Substring (LCS), dan lain sebagainya sedangkan term-based menggunakan algoritma block distance, joccard similarity, matching fefficient, dan overlap coefficient [1]. Dalam pendekatan mining, algoritma yang digunakan untuk mencari informasi dalam text menggunakan algoritma seperti : Information Retrieval (IR), text clasification, information extraction (IE), document clustering, sentiment analysus, machine translation, text summarization, dan natural language processing (NLP) [4].…”

Section: Text Similarity Algorithmsunclassified

Penerapan Algoritma Cosine Similarity Pada Aplikasi Bank Soal

Nugraha¹

2021

J-SAKTI

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Permasalahan dalam duplikasi data soal yang dimasukan pengguna dalam aplikasi bank soal merupakan salah satu permasalahan pengukuran kemiripan text. Setiap text soal yang dimasukan akan di ukur kemiripannya dengan text soal yang lain dalam database. Dalam penulisan ini, penulis menggunakan jenis penelitian terapan Research and Development (R&D). Rancangan penelitian menggunakan teknik analisis sistem, teknik perancangan sistem menggunakan Unified Modeling Language (UML) dan teknik perancangan aplikasi menggunakan bahasa pemrograman HTML, CSS, javascript, dan PHP. Pengembangan aplikasi menggunakan web server XAMPP dan MySQL sebagai tempat penyimpanan database. Berdasarkan penelitian yang dilakukan, dihasilkan sebuah aplikasi bank soal dengan menerapkan algoritma Cosine Similarity untuk menampilkan selisih sudut antara text soal yang terakhir dimasukan dengan text soal yang lain dalam database. Sudut kemiripan text ditujukan jika selisih sudut sama dengan 0 maka kedua text tersebut memiliki kelompok kata yang sama dan jika sudut sama dengan 90 maka kelompok kata yang berbeda. Semakin besar selisih sudut maka akan semakin besar perbedaan text tersebut. Jika sudut semakin kecil, maka nilai Cosine akan semakin besar demikian juga sebaliknya. Kesimpulannya bahwa penggunaan aplikasi dapat memudahkan melihat perbandingan kemiripan antar data soal yang satu dengan soal yang lainnya dengan melihat nilai cosine yang ada.

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“…Adequately, sequences extracted from event logs can be encoded by letters. Indeed, string similarity algorithms [14] can be used to comprehend the control-flow perspective of the process more informatively. In this sense, it is primordial to 1) define a coherent set of traces, 2) calculate the similarity between events and clusters, 3) generate the aligned sequences, and 4) visualize sequences with an informative score.…”

Section: Introductionmentioning

confidence: 99%

Process Mining: A New Approach for Simplifying the Process Model Control Flow Visualization

Lamghari

2022

tjes

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Process mining is a young discipline that provides a variety of techniques for extracting data from recorded event logs. In this context, process model is simulated, from event logs, to help enterprises to better understand their business processes. In this context, the discovery technique has always been a significant focus of process mining research. But despite the availability of several proposed approaches, participated in this process model visualization, we observe as the number of activities increases, the representation of the entire control flow becomes quite tedious. Indeed, event logs complexity make the process model visualization more difficult in terms of logical links and number of causal relationships between activities. Therefore, we propose a new method for simplifying the process model control flow visualization. This is done by using mainly string similarity algorithms to visually summarizes the number of activities, sequence of execution, relative significance, and dependencies.

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The performance of text similarity algorithms

Cited by 43 publications

References 31 publications

Executive Dysfunction in Adolescent with Obesity: A Systematic Review

Executive Dysfunction in Adolescent with Obesity: A Systematic Review

Penerapan Algoritma Cosine Similarity Pada Aplikasi Bank Soal

Process Mining: A New Approach for Simplifying the Process Model Control Flow Visualization

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